Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "190"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 190 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 65 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 63 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 190, Node N15:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459881 digital_ok 100.00% 0.00% 99.95% 0.00% - - 53.208012 15.520106 9.936566 73.992617 15.288149 30.589709 117.499531 19.248725 0.5596 0.0462 0.4220 nan nan
2459880 digital_ok 100.00% 0.00% 100.00% 0.00% - - 61.462851 18.901103 7.497852 60.799947 4.809903 9.292535 57.962336 3.502125 0.4966 0.0352 0.3772 nan nan
2459879 digital_ok 100.00% 0.00% 100.00% 0.00% - - 44.226374 10.021886 -0.643961 11.046086 1.636252 2.051855 17.513069 4.164203 0.4317 0.0329 0.2849 nan nan
2459878 digital_ok 100.00% 0.00% 100.00% 0.00% - - 60.535209 16.858856 10.188562 73.519359 8.692084 15.814992 115.239140 10.855000 0.4898 0.0382 0.3266 nan nan
2459876 digital_ok 100.00% 0.00% 100.00% 0.00% - - 64.080035 19.019836 7.031916 53.882163 22.629979 44.247603 57.322546 9.405500 0.4870 0.0370 0.3154 nan nan
2459875 digital_ok 100.00% 0.00% 100.00% 0.00% - - 65.221964 20.393837 8.886816 70.066226 7.500535 20.939938 37.480459 10.153155 0.5298 0.0377 0.3526 nan nan
2459874 digital_ok 100.00% 0.00% 100.00% 0.00% - - 89.656253 28.673532 4.152658 36.811075 9.863985 27.703523 20.079920 6.984357 0.5073 0.0365 0.3337 nan nan
2459873 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459872 digital_ok 100.00% 0.00% 100.00% 0.00% - - 66.773207 19.010254 8.782718 61.080520 15.512081 31.618105 9.834849 4.267021 0.4980 0.0329 0.3108 nan nan
2459871 digital_ok 100.00% 0.00% 100.00% 0.00% - - 51.264413 15.533864 8.407884 65.215835 10.883932 26.145977 31.293076 2.442314 0.5036 0.0342 0.3181 nan nan
2459870 digital_ok 100.00% 0.00% 100.00% 0.00% - - 91.578778 25.725145 7.105357 49.182214 11.519742 18.380686 49.660739 6.945793 0.4953 0.0337 0.3568 nan nan
2459869 digital_ok 100.00% 0.00% 100.00% 0.00% - - 73.839503 20.450793 6.490574 48.837030 12.450324 23.274610 43.282906 6.673234 0.5095 0.0354 0.3665 nan nan
2459868 digital_ok 100.00% 0.00% 100.00% 0.00% - - 84.831493 23.594314 11.281403 74.114247 10.281194 17.303647 82.251096 6.981084 0.4727 0.0341 0.3348 nan nan
2459867 digital_ok 100.00% 0.00% 100.00% 0.00% - - 61.264511 16.956620 8.701951 58.651129 6.731482 10.167035 34.993527 4.118148 0.4947 0.0351 0.3626 nan nan
2459866 digital_ok 100.00% 0.00% 100.00% 0.00% - - 79.959115 19.246262 10.891501 55.456298 10.607576 11.411953 28.894805 1.570876 0.4547 0.0365 0.3225 nan nan
2459865 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459864 digital_ok 100.00% 0.00% 100.00% 0.00% - - 87.602144 26.342467 4.458569 27.675762 5.703633 13.590438 47.331713 8.197170 0.5075 0.0335 0.3817 nan nan
2459863 digital_ok 100.00% 0.00% 100.00% 0.00% - - 56.684144 15.871763 -0.763477 8.931440 3.615368 5.340631 53.368967 3.515185 0.4994 0.0333 0.3643 nan nan
2459862 digital_ok 100.00% 0.00% 100.00% 0.00% - - 57.670298 16.051847 5.841848 31.792002 7.662045 19.126501 13.670361 2.644190 0.5064 0.0381 0.3500 nan nan
2459861 digital_ok 100.00% 0.00% 100.00% 0.00% - - 45.295430 11.877703 -1.146679 9.149903 3.575387 3.358868 14.548101 3.103775 0.5078 0.0330 0.3451 nan nan
2459860 digital_ok 100.00% 0.00% 100.00% 0.00% - - 43.841227 13.130320 4.401392 26.477090 9.825556 21.939770 9.482048 2.723697 0.5374 0.0348 0.4080 nan nan
2459859 digital_ok 100.00% 0.00% 100.00% 0.00% - - 38.353893 11.153534 -1.253755 9.824745 1.152055 2.949944 21.440707 1.544134 0.5298 0.0371 0.3997 nan nan
2459858 digital_ok 100.00% 20.41% 100.00% 0.00% 100.00% 0.00% 50.881683 11.858369 -1.134300 10.074251 2.352512 3.172687 21.517501 3.074879 0.4890 0.0341 0.3580 2.640963 1.199074
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 7.951338 6.474978 -1.418384 1.714122 0.191575 1.351219 -0.232030 9.684488 0.0259 0.0236 0.0013 nan nan
2459856 digital_ok 100.00% 10.29% 100.00% 0.00% 100.00% 0.00% 59.664669 17.967691 3.801551 24.771529 7.599216 12.516560 28.755924 4.591534 0.5164 0.0367 0.3823 2.634108 1.265271
2459855 digital_ok 100.00% 10.73% 100.00% 0.00% 100.00% 0.00% 59.336732 17.677869 10.863997 25.662466 1.541960 4.358429 12.827694 1.615085 0.5249 0.0391 0.3890 2.586354 1.220948
2459854 digital_ok 100.00% 12.53% 100.00% 0.00% 100.00% 0.00% 37.310019 16.358919 16.599217 19.566420 5.743502 4.269107 8.015039 4.567138 0.5290 0.0497 0.3888 2.299576 1.149952
2459853 digital_ok 100.00% 6.75% 100.00% 0.00% 100.00% 0.00% 22.433535 15.992272 21.574853 27.125637 6.224771 11.248663 25.688654 4.386708 0.5514 0.0466 0.4239 2.638283 1.152874
2459852 digital_ok 100.00% 0.54% 100.00% 0.00% 100.00% 0.00% 10.496100 16.204838 20.853953 28.456654 13.282114 20.024808 16.975208 16.367897 0.6938 0.0657 0.5088 6.739603 1.239785
2459851 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 digital_ok 100.00% 10.51% 92.99% 0.00% 100.00% 0.00% 29.817859 19.709886 19.825788 25.281849 10.897984 19.955874 25.609169 17.451147 0.5704 0.0862 0.3874 2.258415 1.148949
2459849 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 311.523524 311.578255 inf inf 6230.077988 6214.275250 11026.132695 11004.593586 nan nan nan 0.000000 0.000000
2459848 digital_ok 100.00% 10.93% 100.00% 0.00% 100.00% 0.00% 60.779947 16.156170 5.897100 32.639792 9.904404 21.877341 19.175810 4.667739 0.5324 0.0388 0.3690 2.061180 1.064345
2459847 digital_ok 100.00% 17.19% 100.00% 0.00% 100.00% 0.00% 66.100709 17.702584 5.677392 30.769677 19.482188 28.104794 64.914867 1.985259 0.5111 0.0318 0.3747 3.448068 1.151336
2459846 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 66.617416 28.995929 4.519809 35.497001 14.575075 54.975866 44.602103 391.683176 0.6151 0.0309 0.4683 3.757451 1.365257
2459845 digital_ok 100.00% 6.63% 100.00% 0.00% 100.00% 0.00% 76.277383 19.517990 7.276756 42.030342 8.274474 16.858872 46.688283 2.190686 0.5305 0.0430 0.3777 3.457892 1.176819
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.219037 15.557088 3.649125 8.937379 0.954469 4.849678 0.013930 12.567522 0.0251 0.0233 0.0012 nan nan
2459843 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 37.647621 13.835867 -0.327075 10.101259 11.967187 -0.522693 31.958962 1.519575 0.5319 0.0328 0.3952 4.630519 1.275210
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.766325 14.516097 1.670336 6.166017 1.779497 6.898227 1.368433 10.241438 0.0251 0.0236 0.0010 nan nan
2459839 digital_ok 100.00% - - - - - 0.486199 1.951405 0.172743 0.938185 0.859767 2.102877 0.887054 9.507434 nan nan nan nan nan
2459838 digital_ok 100.00% 12.26% 100.00% 0.00% 100.00% 0.00% 66.690621 22.822740 3.711100 24.138612 19.127579 29.919984 9.587032 2.342363 0.5312 0.0458 0.3980 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0415 0.0449 0.0090 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.203921 2.352664 -0.799446 2.887510 -0.947157 -0.273532 -0.949515 1.395427 0.0385 0.0483 0.0091 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.097383 4.722270 0.353091 3.893050 1.945874 2.910092 -0.179285 12.200689 0.0334 0.0534 0.0034 nan nan
2459832 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 84.540198 39.737760 3.150667 26.496157 8.663956 11.783088 21.056259 2.743346 0.6225 0.0431 0.4943 3.359670 1.441830
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.411353 2.069005 0.012190 1.011745 1.294503 2.439240 0.518471 7.428554 0.0300 0.0277 0.0021 nan nan
2459830 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 71.840450 38.813530 3.131867 37.606854 24.045396 36.130252 23.637330 6.548844 0.6755 0.0409 0.4500 3.314339 1.069224
2459829 digital_ok 100.00% 11.82% 100.00% 0.00% 100.00% 0.00% 99.097545 39.078679 3.766669 30.707748 18.167801 32.183343 10.562182 8.733263 0.5283 0.0421 0.3527 0.000000 0.000000
2459828 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 58.106853 32.265009 2.821107 32.799617 14.959246 33.339987 79.317400 13.415901 0.6512 0.0451 0.4478 0.000000 0.000000
2459827 digital_ok 100.00% 15.04% 100.00% 0.00% 100.00% 0.00% 75.854462 29.977024 5.235608 37.468333 15.326430 26.315620 109.386530 1.865611 0.5317 0.0427 0.3181 3.864798 1.380583
2459826 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 58.927464 29.204004 4.756377 41.312234 22.050304 45.246022 2.495538 8.734999 0.6491 0.0449 0.4245 0.000000 0.000000
2459825 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 57.356112 32.073902 2.860385 33.203276 23.758611 30.046612 53.663661 4.426345 0.6483 0.0415 0.3595 0.000000 0.000000
2459824 digital_ok 100.00% 16.03% 100.00% 0.00% 100.00% 0.00% 63.350169 22.752909 3.658320 26.990515 13.670164 23.334840 13.920609 9.366384 0.4889 0.0402 0.2518 0.000000 0.000000
2459823 digital_ok 100.00% 18.82% 100.00% 0.00% 100.00% 0.00% 29.313380 27.076991 2.332616 48.790199 21.763454 36.047252 65.020554 32.204252 0.5887 0.0389 0.3251 0.000000 0.000000
2459822 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 33.510730 29.472632 2.131387 44.896870 9.692739 29.611515 63.453638 1.325346 0.6991 0.0444 0.3917 0.000000 0.000000
2459821 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 34.559561 31.040336 1.951426 45.739592 9.330736 27.687229 32.528138 1.300725 0.6824 0.0426 0.4394 5.545904 1.719189
2459820 digital_ok 100.00% 8.06% 100.00% 0.00% 100.00% 0.00% 77.242125 29.532492 5.423476 37.361485 36.876631 69.397207 16.350442 5.854430 0.5731 0.0501 0.3777 0.000000 0.000000
2459817 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 42.581791 26.804295 2.892031 44.383923 18.261230 36.861417 26.248594 4.612267 0.6781 0.0470 0.4618 0.000000 0.000000
2459816 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 43.926725 23.350212 3.278840 45.250507 24.135977 45.365555 31.022669 9.114476 0.7217 0.0452 0.5604 2.595323 0.945403
2459815 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 41.071773 25.125147 3.929624 48.688937 19.088373 48.155475 12.763033 13.215234 0.6331 0.0415 0.4564 2.466737 0.969552
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 190: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Temporal Discontinuties 117.499531 15.520106 53.208012 73.992617 9.936566 30.589709 15.288149 19.248725 117.499531

Antenna 190: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 61.462851 18.901103 61.462851 60.799947 7.497852 9.292535 4.809903 3.502125 57.962336

Antenna 190: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 44.226374 10.021886 44.226374 11.046086 -0.643961 2.051855 1.636252 4.164203 17.513069

Antenna 190: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Temporal Discontinuties 115.239140 16.858856 60.535209 73.519359 10.188562 15.814992 8.692084 10.855000 115.239140

Antenna 190: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 64.080035 64.080035 19.019836 7.031916 53.882163 22.629979 44.247603 57.322546 9.405500

Antenna 190: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 70.066226 65.221964 20.393837 8.886816 70.066226 7.500535 20.939938 37.480459 10.153155

Antenna 190: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 89.656253 89.656253 28.673532 4.152658 36.811075 9.863985 27.703523 20.079920 6.984357

Antenna 190: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 190: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 66.773207 19.010254 66.773207 61.080520 8.782718 31.618105 15.512081 4.267021 9.834849

Antenna 190: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 65.215835 15.533864 51.264413 65.215835 8.407884 26.145977 10.883932 2.442314 31.293076

Antenna 190: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 91.578778 91.578778 25.725145 7.105357 49.182214 11.519742 18.380686 49.660739 6.945793

Antenna 190: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 73.839503 73.839503 20.450793 6.490574 48.837030 12.450324 23.274610 43.282906 6.673234

Antenna 190: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 84.831493 84.831493 23.594314 11.281403 74.114247 10.281194 17.303647 82.251096 6.981084

Antenna 190: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 61.264511 61.264511 16.956620 8.701951 58.651129 6.731482 10.167035 34.993527 4.118148

Antenna 190: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 79.959115 19.246262 79.959115 55.456298 10.891501 11.411953 10.607576 1.570876 28.894805

Antenna 190: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 190: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 87.602144 26.342467 87.602144 27.675762 4.458569 13.590438 5.703633 8.197170 47.331713

Antenna 190: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 56.684144 56.684144 15.871763 -0.763477 8.931440 3.615368 5.340631 53.368967 3.515185

Antenna 190: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 57.670298 57.670298 16.051847 5.841848 31.792002 7.662045 19.126501 13.670361 2.644190

Antenna 190: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 45.295430 11.877703 45.295430 9.149903 -1.146679 3.358868 3.575387 3.103775 14.548101

Antenna 190: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 43.841227 43.841227 13.130320 4.401392 26.477090 9.825556 21.939770 9.482048 2.723697

Antenna 190: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 38.353893 38.353893 11.153534 -1.253755 9.824745 1.152055 2.949944 21.440707 1.544134

Antenna 190: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 50.881683 11.858369 50.881683 10.074251 -1.134300 3.172687 2.352512 3.074879 21.517501

Antenna 190: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Temporal Discontinuties 9.684488 6.474978 7.951338 1.714122 -1.418384 1.351219 0.191575 9.684488 -0.232030

Antenna 190: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 59.664669 59.664669 17.967691 3.801551 24.771529 7.599216 12.516560 28.755924 4.591534

Antenna 190: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 59.336732 17.677869 59.336732 25.662466 10.863997 4.358429 1.541960 1.615085 12.827694

Antenna 190: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 37.310019 16.358919 37.310019 19.566420 16.599217 4.269107 5.743502 4.567138 8.015039

Antenna 190: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 27.125637 15.992272 22.433535 27.125637 21.574853 11.248663 6.224771 4.386708 25.688654

Antenna 190: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 28.456654 10.496100 16.204838 20.853953 28.456654 13.282114 20.024808 16.975208 16.367897

Antenna 190: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 190: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 29.817859 29.817859 19.709886 19.825788 25.281849 10.897984 19.955874 25.609169 17.451147

Antenna 190: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Power inf 311.523524 311.578255 inf inf 6230.077988 6214.275250 11026.132695 11004.593586

Antenna 190: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 60.779947 16.156170 60.779947 32.639792 5.897100 21.877341 9.904404 4.667739 19.175810

Antenna 190: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 66.100709 17.702584 66.100709 30.769677 5.677392 28.104794 19.482188 1.985259 64.914867

Antenna 190: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Temporal Discontinuties 391.683176 66.617416 28.995929 4.519809 35.497001 14.575075 54.975866 44.602103 391.683176

Antenna 190: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 76.277383 19.517990 76.277383 42.030342 7.276756 16.858872 8.274474 2.190686 46.688283

Antenna 190: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Shape 15.557088 10.219037 15.557088 3.649125 8.937379 0.954469 4.849678 0.013930 12.567522

Antenna 190: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 190: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 37.647621 37.647621 13.835867 -0.327075 10.101259 11.967187 -0.522693 31.958962 1.519575

Antenna 190: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Shape 14.516097 11.766325 14.516097 1.670336 6.166017 1.779497 6.898227 1.368433 10.241438

Antenna 190: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Temporal Discontinuties 9.507434 1.951405 0.486199 0.938185 0.172743 2.102877 0.859767 9.507434 0.887054

Antenna 190: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 66.690621 22.822740 66.690621 24.138612 3.711100 29.919984 19.127579 2.342363 9.587032

Antenna 190: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 2.887510 2.352664 0.203921 2.887510 -0.799446 -0.273532 -0.947157 1.395427 -0.949515

Antenna 190: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Temporal Discontinuties 12.200689 4.722270 5.097383 3.893050 0.353091 2.910092 1.945874 12.200689 -0.179285

Antenna 190: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 84.540198 84.540198 39.737760 3.150667 26.496157 8.663956 11.783088 21.056259 2.743346

Antenna 190: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Temporal Discontinuties 7.428554 0.411353 2.069005 0.012190 1.011745 1.294503 2.439240 0.518471 7.428554

Antenna 190: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 71.840450 71.840450 38.813530 3.131867 37.606854 24.045396 36.130252 23.637330 6.548844

Antenna 190: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 99.097545 39.078679 99.097545 30.707748 3.766669 32.183343 18.167801 8.733263 10.562182

Antenna 190: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Temporal Discontinuties 79.317400 32.265009 58.106853 32.799617 2.821107 33.339987 14.959246 13.415901 79.317400

Antenna 190: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Temporal Discontinuties 109.386530 75.854462 29.977024 5.235608 37.468333 15.326430 26.315620 109.386530 1.865611

Antenna 190: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 58.927464 29.204004 58.927464 41.312234 4.756377 45.246022 22.050304 8.734999 2.495538

Antenna 190: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 57.356112 32.073902 57.356112 33.203276 2.860385 30.046612 23.758611 4.426345 53.663661

Antenna 190: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 63.350169 63.350169 22.752909 3.658320 26.990515 13.670164 23.334840 13.920609 9.366384

Antenna 190: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Temporal Discontinuties 65.020554 27.076991 29.313380 48.790199 2.332616 36.047252 21.763454 32.204252 65.020554

Antenna 190: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Temporal Discontinuties 63.453638 33.510730 29.472632 2.131387 44.896870 9.692739 29.611515 63.453638 1.325346

Antenna 190: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 45.739592 31.040336 34.559561 45.739592 1.951426 27.687229 9.330736 1.300725 32.528138

Antenna 190: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 77.242125 77.242125 29.532492 5.423476 37.361485 36.876631 69.397207 16.350442 5.854430

Antenna 190: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 44.383923 42.581791 26.804295 2.892031 44.383923 18.261230 36.861417 26.248594 4.612267

Antenna 190: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Temporal Variability 45.365555 23.350212 43.926725 45.250507 3.278840 45.365555 24.135977 9.114476 31.022669

Antenna 190: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 48.688937 25.125147 41.071773 48.688937 3.929624 48.155475 19.088373 13.215234 12.763033

Antenna 190: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 190: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: